{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = np.zeros((256,256,3),np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11fe05f90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0], dtype=uint8)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img[100,100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img[100,100,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "img[100,100] = (0,0,255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11b4aadd0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,   0, 255], dtype=uint8)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img[100,100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 256, 3)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "196608"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dili = cv.imread(\"./image/dili.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12333b210>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dili[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "b,g,r = cv.split(dili)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x122c7eb50>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(b,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "img2 = cv.merge((b,g,r))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x123f64e50>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img2[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "gray = cv.cvtColor(dili,cv.COLOR_BGR2GRAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1238dc310>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(gray,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "hsv = cv.cvtColor(dili,cv.COLOR_BGR2HSV)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x123ffe610>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(hsv)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = tf.constant([[4.,5.],[10.,1.]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=float32, numpy=\n",
       "array([[ 4.,  5.],\n",
       "       [10.,  1.]], dtype=float32)>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int64, numpy=array([1, 0])>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.argmax(c,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int64, numpy=array([0, 1])>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.argmin(c,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int64, numpy=array([1, 0])>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.argmax(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.3.0'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=10.0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.reduce_max(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=1.0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.reduce_min(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int64, numpy=array([0, 1])>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.argmin(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=float32, numpy=\n",
       "array([[ 4.,  5.],\n",
       "       [10.,  1.]], dtype=float32)>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = tf.constant([[4.,5.],[3.,1.]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int64, numpy=array([1, 0])>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.argmax(c,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=float32, numpy=\n",
       "array([[4., 5.],\n",
       "       [3., 1.]], dtype=float32)>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "argmin()方法在没有指定维度时，默认返回的是第0维度列中最小值的索引"
   ]
  }
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